{"id":"W2889991241","doi":"10.2316/journal.201.2018.4.201-2956","title":"TEACHING METHOD REFORM OF PYTHON LANGUAGE PROGRAMMING COURSE BASED ON MINIMUM KNOWLEDGE SETS","year":2018,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Python (programming language); Computer science; Course (navigation); Programming language; Mathematics education; Psychology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001356359,0.0001308843,0.0002551203,0.0001165643,0.0001528513,0.00003744707,0.0003616861,0.0001280737,0.000004543636],"category_scores_gemma":[0.00002878396,0.0001041027,0.00005114424,0.0001056585,0.00005597913,0.00009808279,0.00004340999,0.0001803592,0.00001186297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006404129,"about_ca_system_score_gemma":0.0001730192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000375152,"about_ca_topic_score_gemma":0.00005830266,"domain_scores_codex":[0.9988347,0.0002181708,0.000242349,0.0003017851,0.0001397858,0.0002632177],"domain_scores_gemma":[0.9990525,0.0001953369,0.0001564971,0.0004568911,0.00008084209,0.00005788011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006200164,0.0003119643,0.0003840391,0.0001649602,0.00009308384,0.000005715275,0.003290013,0.00001786203,0.002746424,0.6255912,0.0001206397,0.3672121],"study_design_scores_gemma":[0.004264527,0.003133285,0.001161561,0.000535247,0.0001126959,0.0001138012,0.006739327,0.9481804,0.003070828,0.00230606,0.02976014,0.0006221089],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04794107,0.004118572,0.939458,0.00213981,0.001219786,0.0006430477,0.000009331556,0.0002653747,0.004205039],"genre_scores_gemma":[0.9894142,0.000001457219,0.009870597,0.0001034756,0.0001854405,0.00006798608,0.000001795187,0.000009149198,0.000345895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9481626,"threshold_uncertainty_score":0.4245186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439519669670265,"score_gpt":0.3367240993608669,"score_spread":0.3223289026641643,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}